AI Video Instructionals Generation

• it can generate convincing, usable video if you structure the problem correctly and accept a hybrid pipeline where AI animates, not reasons. - [1]
• AI can generate convincing video of: “a person picking up a real-looking 3D object and installing it correctly” if we have converted instructions into a formal action sequence through a motion schema.
  • We can Define a Human Assembly Action Schema
• = AI-Generated Construction Video: When It Works =

AI can absolutely generate realistic construction video IF:

1. Humans define the build intelligence

• schema
• steps
• constraints
• invariants

2. CAD is promoted to a digital twin

Not just geometry, but:

• poses
• assembly states

3. Human actions are decomposed into primitives

• reach
• grasp
• place
• fasten
• verify

4. AI is used as a renderer and interpolator

AI is:

• not a planner
• not a builder
• not a reasoner

Then

• Yes, AI can insert missing steps
• Yes, it can match real workshop footage
• Yes, it can generate video that looks real and is correct

But only because the system, not the AI,

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